{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Uploading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "use \"https://github.com/worldbank/Stata-IE-Visual-Library/raw/develop/Library/Scatter%20plots/Scatter%20plot%20with%20fitted%20line%20and%20confidence%20interval/data.dta\", clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Creating the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "twoway ///\n",
    "\t(lfitci jobs_scarce_code avg_growth ) ///\n",
    "\t(scatter jobs_scarce_code avg_growth if continent == \"Africa\", mcolor(cranberry) m(O) )  ///\n",
    "\t(scatter jobs_scarce_code avg_growth if continent == \"Asia\",   mcolor(dkgreen) m(D) ) ///\n",
    "\t(scatter jobs_scarce_code avg_growth if continent == \"Europe\", mcolor(ebblue ) m(T) ) ///\n",
    "\t(scatter jobs_scarce_code avg_growth if continent == \"North America\", mcolor(dkorange) m(O)) ///\n",
    "\t(scatter jobs_scarce_code avg_growth if continent == \"Oceania\", mcolor(navy) m(D) ) ///\n",
    "\t(scatter jobs_scarce_code avg_growth if continent == \"South America\", mcolor(red) m(T)),  ///\n",
    "\txlabel(-5(5)15) \t\t///\n",
    "\txtitle(\"Average Annual GDP per Capita Growth Rate (%)\", axis(1)) ///\n",
    "\tylabel(0(0.2)1) ///\n",
    "\tytitle(\"Gender Value Indicator\" ) ///\n",
    "\tlegend(order( 3 4 5 6 7 8) label(3 \"Africa\") label(4 \"Asia\")  label(5 \"Europe\") ///\n",
    "\tlabel(6 \"North America\") label(7 \"Oceania\") label(8 \"South America\")    ///\n",
    "\tring(0) position(4)) ///\n",
    "\ttitle(\"Gender Value Indicator and GDP per Capita Growth\" \"Correlation\")  ///\n",
    "\tnote(\"Source: World Values Survey (2014 or last available year) and World Bank\") /// \n",
    "\tgraphregion(color(white)) bgcolor(white)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Exporting the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> a\") label(4 \"Asia\")  label(5 \"Europe\")  label(6 \"North America\") label(7 \"Oceania\") label(8 \"South America\")     ring(0) position(4))  title(\"Gender Value Indicator and GDP per Capita Growth\" \"Correlation\")   note(\"Source: World Values Survey (2014 or l\n",
      "> ast available year) and World Bank\")  graphregion(color(white)) bgcolor(white)\n",
      "\n",
      ". noi gr export C:/Users/Saori/.stata_kernel_cache/graph${stata_kernel_graph_counter}.png, width(600) replace        \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/png": {
       "height": 436,
       "width": 600
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      ". global stata_kernel_graph_counter = $stata_kernel_graph_counter + 1        \n",
      "\n",
      ". `5eaee2f8b22e7639ac3c0af37b499043'\n",
      "(file figure.png written in PNG format)\n"
     ]
    }
   ],
   "source": [
    "graph export \"figure.png\",  replace"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Stata",
   "language": "stata",
   "name": "stata"
  },
  "language_info": {
   "file_extension": ".do",
   "mimetype": "text/x-stata",
   "name": "stata"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
